Technology readiness explorer
Radar
Three separate ratings from 1 to 5, each with a written, dated rationale. We do not combine them into an overall score.
Readiness 1
Readiness 2
Readiness 3
Readiness 4
Readiness 5
Evidence 5
Evidence 4
- AI mathematical reasoning and theorem proving, momentum 5 of 5
- Neutral-atom quantum computers, momentum 5 of 5
- Quantum error correction, momentum 5 of 5
- 2D semiconductor electronics, momentum 4 of 5
- Atmospheric water harvesting (MOF/sorbent based), momentum 4 of 5
- Autonomous laboratories, momentum 4 of 5
+12 more
- Brain organoids, momentum 4 of 5
- Electronic skin, momentum 4 of 5
- Metasurface optics and flat lenses, momentum 4 of 5
- Quantum memories, momentum 4 of 5
- Quantum repeaters and quantum networks, momentum 4 of 5
- Silicon spin qubits, momentum 4 of 5
- Acoustic levitation, momentum 3 of 5
- Artificial muscles (soft actuators), momentum 3 of 5
- Bioresorbable (transient) electronics, momentum 3 of 5
- DNA data storage, momentum 3 of 5
- DNA nanotechnology and DNA origami, momentum 3 of 5
- Self-healing polymers, momentum 3 of 5
- Base and prime gene editing, momentum 5 of 5
- Perovskite-silicon tandem solar cells, momentum 5 of 5
- Electric aircraft, momentum 4 of 5
- Gene-edited crops, momentum 4 of 5
- Gene-edited livestock, momentum 4 of 5
- High-density neural probes, momentum 4 of 5
+13 more
- In-space servicing and assembly, momentum 4 of 5
- Nuclear space propulsion and power, momentum 4 of 5
- Optical atomic clocks, momentum 4 of 5
- Organ-on-a-chip, momentum 4 of 5
- Passive daytime radiative cooling, momentum 4 of 5
- Planetary defence, momentum 4 of 5
- Quantum sensors, momentum 4 of 5
- Superconducting quantum computers, momentum 4 of 5
- Neuromorphic computing chips, momentum 3 of 5
- Quantum key distribution, momentum 3 of 5
- Two-photon lithography and nanoscale 3D printing, momentum 3 of 5
- MicroLED displays, momentum 2 of 5
- Solar sails, momentum 2 of 5
- AI protein structure prediction, momentum 4 of 5
- Electrolysers for low-carbon hydrogen, momentum 4 of 5
- Event-based (neuromorphic) cameras, momentum 4 of 5
- Laser communication links, momentum 4 of 5
- Metal additive manufacturing, momentum 4 of 5
- Post-quantum cryptography, momentum 4 of 5
+3 more
- Autonomous underwater vehicles, momentum 3 of 5
- Distributed fibre-optic sensing, momentum 3 of 5
- Space weather forecasting, momentum 3 of 5
- Electric space propulsion, momentum 4 of 5
- Extreme ultraviolet (EUV) lithography, momentum 4 of 5
- The electric motor, momentum 4 of 5
- Aerogels, momentum 3 of 5
- Asteroid sample return missions, momentum 3 of 5
- Cochlear implants, momentum 3 of 5
+13 more
- Industrial steelmaking, momentum 3 of 5
- Lithium-ion batteries, momentum 3 of 5
- Precision machine tools and interchangeable parts, momentum 3 of 5
- Satellite navigation (GNSS), momentum 3 of 5
- The motor car, momentum 3 of 5
- Vehicle safety systems, momentum 3 of 5
- Vehicle steering, momentum 3 of 5
- Lead-acid batteries, momentum 2 of 5
- Petroleum refining, momentum 2 of 5
- The internal combustion engine, momentum 2 of 5
- The steam engine, momentum 2 of 5
- Vehicle brakes, momentum 2 of 5
- Vulcanised rubber and pneumatic tyres, momentum 2 of 5
Evidence 3
- Asteroid mining, momentum 3 of 5
- Stratospheric aerosol injection, momentum 3 of 5
- 4D printing, momentum 4 of 5
- Artificial photosynthesis, momentum 4 of 5
- Autonomous surgical robots, momentum 4 of 5
- Commercial space stations, momentum 4 of 5
- Computer-use AI agents, momentum 4 of 5
- Fusion energy, momentum 4 of 5
+26 more
- Humanoid robots, momentum 4 of 5
- Hydrogen aircraft, momentum 4 of 5
- Low-boom supersonic aircraft, momentum 4 of 5
- Mechanical metamaterials, momentum 4 of 5
- Optogenetics, momentum 4 of 5
- Peripheral nerve interfaces, momentum 4 of 5
- Photonic computing for AI, momentum 4 of 5
- Photonic quantum computers, momentum 4 of 5
- Seawater electrolysis, momentum 4 of 5
- Solid-state batteries, momentum 4 of 5
- Transparent wood, momentum 4 of 5
- Battery-free wireless implant sensors, momentum 3 of 5
- Electrochemical CO2 conversion, momentum 3 of 5
- Engineered living materials, momentum 3 of 5
- Gene drive mosquitoes, momentum 3 of 5
- Iron-air batteries, momentum 3 of 5
- Laser-written glass data storage, momentum 3 of 5
- Lunar resource extraction, momentum 3 of 5
- Making oxygen and fuel on Mars, momentum 3 of 5
- Mycelium composites, momentum 3 of 5
- Ocean thermal energy conversion, momentum 3 of 5
- Organ and tissue cryopreservation, momentum 3 of 5
- Space-based solar power, momentum 3 of 5
- Structural batteries, momentum 3 of 5
- Thin-film flexible robots, momentum 3 of 5
- Wearable ultrasound patches, momentum 3 of 5
- Optical interconnects and co-packaged optics, momentum 5 of 5
- AI tutors, momentum 4 of 5
- Analogue quantum simulation, momentum 4 of 5
- Bionic limbs with nerve and bone connection, momentum 4 of 5
- Brain-computer interfaces, momentum 4 of 5
- Commercial lunar landers, momentum 4 of 5
+25 more
- Direct air capture of CO2, momentum 4 of 5
- Focused ultrasound for the brain, momentum 4 of 5
- Hollow-core optical fibre, momentum 4 of 5
- In vivo gene editing, momentum 4 of 5
- Multi-cancer early detection blood tests, momentum 4 of 5
- Nitrogen-fixing cereals, momentum 4 of 5
- Perennial grains, momentum 4 of 5
- Precision fermentation, momentum 4 of 5
- Protein made from air and electricity, momentum 4 of 5
- Robotic fruit and vegetable harvesting, momentum 4 of 5
- Satellite methane detection, momentum 4 of 5
- Smart textiles, momentum 4 of 5
- Soft robotic grippers, momentum 4 of 5
- Space debris removal, momentum 4 of 5
- Thin-film lithium niobate photonics, momentum 4 of 5
- Trapped-ion quantum computers, momentum 4 of 5
- Agricultural spray drones, momentum 3 of 5
- Atmospheric water generators, momentum 3 of 5
- Enhanced geothermal systems, momentum 3 of 5
- Li-Fi (light-based wireless networking), momentum 3 of 5
- Magnetic levitation, momentum 3 of 5
- Quantum gravimetry, momentum 3 of 5
- Superconducting power cables, momentum 3 of 5
- Thermoelectric generators, momentum 3 of 5
- Smart contact lenses, momentum 2 of 5
- AI weather forecasting, momentum 5 of 5
- 3D-printed buildings, momentum 4 of 5
- Adaptive deep brain stimulation, momentum 4 of 5
- Autonomous road vehicles, momentum 4 of 5
- Chiplets and advanced chip packaging, momentum 4 of 5
- Direct-to-phone satellite messaging, momentum 4 of 5
+26 more
- Flow batteries, momentum 4 of 5
- Gene therapy for inherited deafness, momentum 4 of 5
- Hyperspectral imaging, momentum 4 of 5
- Laser and robotic weeding, momentum 4 of 5
- Legged robots, momentum 4 of 5
- Photonic integrated circuits, momentum 4 of 5
- Precision livestock farming, momentum 4 of 5
- Small modular nuclear reactors, momentum 4 of 5
- Sodium-ion batteries, momentum 4 of 5
- Soft exosuits, momentum 4 of 5
- Spinal cord stimulation for paralysis, momentum 4 of 5
- Swarm robotics, momentum 4 of 5
- Thermal energy storage, momentum 4 of 5
- Accelerated transcranial magnetic stimulation, momentum 3 of 5
- Biochar, momentum 3 of 5
- Drought-tolerant crops, momentum 3 of 5
- Environmental DNA monitoring, momentum 3 of 5
- Quantum random number generators, momentum 3 of 5
- Retinal prostheses and vision restoration, momentum 3 of 5
- Reusable launch vehicles, momentum 3 of 5
- Self-monitoring infrastructure, momentum 3 of 5
- Solid-state lidar, momentum 3 of 5
- Vagus nerve stimulation, momentum 3 of 5
- Vertical farming and controlled-environment agriculture, momentum 3 of 5
- Insect protein farming, momentum 2 of 5
- Recirculating aquaculture systems, momentum 2 of 5
- Car electronics and engine control, momentum 4 of 5
- Satellite broadband constellations, momentum 4 of 5
- Closed-loop brain stimulation for epilepsy, momentum 3 of 5
- Springs and vehicle suspension, momentum 3 of 5
- Assembly-line mass production, momentum 2 of 5
- Catalytic converters, momentum 2 of 5
+3 more
- Clutches, gearboxes and differentials, momentum 2 of 5
- Rolling bearings, momentum 2 of 5
- The wheel and axle, momentum 2 of 5
Evidence 2
- Topological qubits, momentum 3 of 5
- Crops with boosted photosynthesis, momentum 4 of 5
- Ocean alkalinity enhancement, momentum 4 of 5
- Orbital data centres, momentum 4 of 5
- Breath diagnostics, momentum 3 of 5
- Cultivated meat, momentum 3 of 5
- Engineered living therapeutics, momentum 3 of 5
+6 more
- Jet suits and jetpacks, momentum 3 of 5
- Lab-grown red blood cells, momentum 3 of 5
- Plant microbial fuel cells, momentum 3 of 5
- Sleep neurostimulation, momentum 3 of 5
- Space biomanufacturing, momentum 3 of 5
- Wireless charging roads, momentum 3 of 5
- Gene-edited pig organ xenotransplantation, momentum 5 of 5
- AI-assisted chip design, momentum 4 of 5
- Consumer brain-sensing wearables, momentum 4 of 5
- Digital twins of the Earth, momentum 4 of 5
- Electric vertical take-off and landing aircraft, momentum 4 of 5
- Enhanced rock weathering, momentum 4 of 5
+6 more
- In-space manufacturing, momentum 4 of 5
- Warehouse picking robots, momentum 4 of 5
- Carbon-storing building materials, momentum 3 of 5
- Quantum annealing, momentum 3 of 5
- Seaweed farming at scale, momentum 3 of 5
- Vehicle-to-grid, momentum 3 of 5
- AI coding agents, momentum 4 of 5
- Delivery drones, momentum 4 of 5
- Sprayable RNA biopesticides, momentum 4 of 5
Evidence 1
| Technology | Maturity | Readiness | Evidence | Momentum | Adoption barriers | Rated |
|---|---|---|---|---|---|---|
| 2D semiconductor electronics | Lab demonstration | 2 | 4 | 4 | Making large, uniform sheets of 2D semiconductor reliably; Contact resistance between metals and 2D channels; Lack of agreed benchmarks for comparing devices; Competition from mature silicon manufacturing | 2026-10-21 |
| 3D-printed buildings | Pilot and early commercial | 4 | 3 | 4 | No finished national building standard for printed concrete walls yet; Weak interlayer bonds and limited long-term durability data; Unclear cost advantage once printers, materials and logistics are included; Trades and local authorities need to adapt to partly printed builds | 2026-10-21 |
| 4D printing | Research and prototypes | 2 | 3 | 4 | Slow recovery at low temperatures; Limited evidence on repeated use and long-term durability; Preclinical testing only for medical devices; Limited evidence on build size, throughput and cost | 2026-10-22 |
| Accelerated transcranial magnetic stimulation | Commercial | 4 | 3 | 3 | Individual targeting needs a brain scan and processing before treatment; Limited trial data on durability beyond about one month; Few large sham-controlled trials compare accelerated with standard protocols; Cost and clinic capacity, with no verified figures in the sources reviewed | 2026-10-21 |
| Acoustic levitation | Lab demonstration | 2 | 4 | 3 | Small payload mass and limited working volume; Stability limits under acceleration and at the edges of the workspace; Size, cost and complexity of phased arrays and control electronics; Ultrasound exposure, noise and safety in shared spaces | 2026-10-21 |
| Adaptive deep brain stimulation | Commercial | 4 | 3 | 4 | Need for a suitable brain signal in each person, which may require specialist sensing and algorithm tuning; Clinic time for setup and programming, although the Electrode Identifier is claimed to shorten it; Surgical and hardware risks of implanted electrodes; Limited independent evidence beyond small or manufacturer-funded trials | 2026-10-21 |
| Aerogels | Commercial | 5 | 4 | 3 | Brittleness of pure silica aerogel; Production cost and drying equipment; Competition from cheaper conventional insulation | 2026-10-20 |
| Agricultural spray drones | Pilot and early commercial | 3 | 3 | 3 | Spray drift and uneven deposition compared with ground sprayers; Permit rules in the UK, with no commercial pesticide route at present; Limited independent field evidence on pesticide savings; Certification and operator training requirements that differ by country | 2026-10-21 |
| AI coding agents | Commercial | 4 | 2 | 4 | Contested evidence on whether they speed up experienced developers; Benchmark validity concerns, including possible memorisation; Security risks and the review effort needed for agent-written code; Reliance on developers' willingness to work with AI tools | 2026-10-21 |
| AI mathematical reasoning and theorem proving | Research and prototypes | 2 | 4 | 5 | Results so far are limited to olympiad-level problems; Formal proof requires translating problems into Lean, which takes skilled effort; Headline results are mostly announced by the companies that built the systems; Compute cost and run time for hard problems | 2026-10-21 |
| AI protein structure prediction | Research and prototypes | 4 | 4 | 4 | Accuracy for flexible proteins, complexes and proteins with few known relatives is less well established; Accuracy claims from developers need independent checks; Experimental validation is still needed before use in high-stakes decisions | 2026-10-21 |
| AI tutors | Pilot and early commercial | 3 | 3 | 4 | Evidence that answer-giving tools can reduce independent performance; Mixed results across trials and few long-term studies; Fit with local languages and curricula; Teacher training and time to redesign lessons | 2026-10-22 |
| AI weather forecasting | Pilot and early commercial | 4 | 3 | 5 | Limited independent testing of headline claims outside the developers' own evaluations; Weaker small-scale detail and physical consistency than physics-based models, according to critics; Forecast trust for rare and extreme events, which may be poorly represented in training data; Dependence on reanalysis datasets and the computing infrastructure needed to produce them; Operational integration and forecaster confidence while physics-based systems remain in use | 2026-10-21 |
| AI-assisted chip design | Pilot and early commercial | 3 | 2 | 4 | Disputed evidence for the central performance claims of the Nature method; Vendor-reported results that cannot be compared directly and have not been independently verified; Reproducibility problems, including data and code availability and compute requirements | 2026-10-22 |
| Analogue quantum simulation | Research and prototypes | 3 | 3 | 4 | Independent verification of results, which requires classical or other checks that are hard to scale; Noise and limited control as arrays grow; Each device realises only the models it was built for; Few groups have the equipment and specialist skills to run these experiments | 2026-10-21 |
| Artificial muscles (soft actuators) | Research and prototypes | 2 | 4 | 3 | High-voltage or pump-based power systems that are hard to miniaturise; Low overall energy efficiency for some actuator types; Uncertain long-term durability outside the lab; Safety engineering for use close to people | 2026-10-22 |
| Artificial photosynthesis | Research and prototypes | 2 | 3 | 4 | Efficiency falls at larger area in the reported studies; Durability beyond laboratory tests has not been shown; Lead-containing absorbers raise containment and recycling questions; Competition from photovoltaic power coupled to electrolysers | 2026-10-21 |
| Assembly-line mass production | Commercial | 5 | 3 | 2 | Lines need large, stable volumes of one product to pay back the cost of fixed stations and tooling; Changing a line for a new model is costly and slow; Gains in one industry do not transfer automatically to others with different product designs | 2026-10-22 |
| Asteroid mining | Research and prototypes | 1 | 3 | 3 | No asteroid extraction, processing or delivery has been demonstrated; Transport, mission and spacecraft reuse costs; Unsettled domestic and international rules on space resources; Debris, safety and mission-interference planning | 2026-10-21 |
| Asteroid sample return missions | Pilot and early commercial | 5 | 4 | 3 | Mission cost and long development times; Small sample sizes that limit destructive analysis; Few sample return missions have flown so far | 2026-10-21 |
| Atmospheric water generators | Pilot and early commercial | 3 | 3 | 3 | High energy use per litre in dry or cold air; Limited independent test data for named products; Cost per litre not publicly stated in the sources checked | 2026-10-22 |
| Atmospheric water harvesting (MOF/sorbent based) | Research and prototypes | 2 | 4 | 4 | Low water output per kilogram of sorbent and per device; Cost and large-scale manufacture of MOF sorbents; Heat and energy needed to release water; Performance varies with local climate | 2026-10-20 |
| Autonomous laboratories | Research and prototypes | 2 | 4 | 4 | Custom equipment and software integration; Setup, calibration and maintenance effort; Limited transfer between chemistry and instrument configurations; Need for domain experts and trained technical staff; Data quality, reproducibility and validation; Costs and unequal access to specialised facilities | 2026-10-21 |
| Autonomous road vehicles | Pilot and early commercial | 4 | 3 | 4 | Limited independent crash data across operators and cities; Changing federal crash-reporting rules; Public trust and the need for clear performance benchmarks | 2026-10-21 |
| Autonomous surgical robots | Lab demonstration | 2 | 3 | 4 | No human clinical evidence in the sources reviewed; Regulatory pathway for higher levels of autonomy is unclear; Liability and responsibility when a robot makes a decision; Robustness to unexpected tissue movement and anatomy | 2026-10-21 |
| Autonomous underwater vehicles | Commercial | 4 | 4 | 3 | Ship time and cost for deployment and recovery; Navigation and communication limits without GPS or surface contact; Battery life and the funding needed to replace floats; Sea ice that blocks access to Antarctic ice shelves | 2026-10-21 |
| Base and prime gene editing | Research and prototypes | 3 | 4 | 5 | Delivery to target tissues; Off-target and bystander edits; Cost and time to make individual therapies; Limited long-term safety data | 2026-10-21 |
| Battery-free wireless implant sensors | Research and prototypes | 2 | 3 | 3 | No in vivo testing in living animals or patients yet; Signal strength falls with implant depth; Long-term durability of the magnesium sensing element is unproven; Regulatory evidence needed before any clinical use | 2026-10-21 |
| Biochar | Commercial | 4 | 3 | 3 | Yield gains are uneven and absent in many temperate settings; Long-term permanence depends on models built from a small number of studies; Feedstock sourcing and sustainability questions; Inconsistent public reporting of credit volumes and deliveries | 2026-10-21 |
| Bionic limbs with nerve and bone connection | Pilot and early commercial | 3 | 3 | 4 | Two-stage surgery and long-term infection risk at the skin-implant interface; Small trial sizes and limited long-term outcome data; Limited sensory feedback and battery life in current nerve-controlled prostheses; Cost and access to specialist surgical and rehabilitation services | 2026-10-21 |
| Bioresorbable (transient) electronics | Research and prototypes | 2 | 4 | 3 | No completed human clinical trials of fully implanted devices; Short and variable functional lifetimes; Regulatory evidence needed on degradation products; Dependence on external wireless power or control hardware | 2026-10-20 |
| Brain organoids | Lab demonstration | 2 | 4 | 4 | Variability between organoids and between cell lines; Lack of blood supply, which limits size; No demonstrated learning or computing function; Unresolved ethics of consciousness, consent and animal transplantation | 2026-10-21 |
| Brain-computer interfaces | Pilot and early commercial | 3 | 3 | 4 | Surgical risk and long-term safety in larger groups; Small trial sizes and reliance on a few research sites; Regulatory approval and payment pathways; Device cost and the clinical support it needs | 2026-10-21 |
| Breath diagnostics | Research and prototypes | 2 | 2 | 3 | Few large, independent validation studies, and some results come from the device makers or companies with links to the devices; Low specificity in some studies, which would lead to many unnecessary follow-up tests; Lack of standard sampling methods and reproducible VOC markers across devices; Regulatory route and financial case for routine use are still unclear | 2026-10-21 |
| Car electronics and engine control | Commercial | 5 | 3 | 4 | Cybersecurity risks from connected, updatable vehicle software; Cost and complexity of moving from many ECUs to central or zonal computers; No single agreed definition or standard for software-defined vehicles in the sources reviewed | 2026-10-22 |
| Carbon-storing building materials | Pilot and early commercial | 3 | 2 | 3 | Production of biochar to repeatable specifications; Building codes, standards and procurement rules built around established materials; Long-term durability and carbon retention evidence, including end of life | 2026-10-21 |
| Catalytic converters | Commercial | 5 | 3 | 2 | Dependence on platinum-group metals; Dependence on lead-free petrol | 2026-10-22 |
| Chiplets and advanced chip packaging | Commercial | 4 | 3 | 4 | Advanced packaging capacity is constrained; Heat removal from stacked dies; Yield and test cost for known good dies; Power and area cost of die-to-die links | 2026-10-21 |
| Closed-loop brain stimulation for epilepsy | Commercial | 5 | 3 | 3 | Requires brain surgery and an implanted device, with infection and explantation risks; Approved only for a narrow group of adults with focal seizures; Benefit varies widely between people, and many people still have seizures; Adaptive deep brain stimulation for epilepsy lacks peer-reviewed efficacy results | 2026-10-21 |
| Clutches, gearboxes and differentials | Commercial | 5 | 3 | 2 | Electric drivetrains need fewer gears, which reduces demand for conventional gearboxes.; Cost and complexity of multi-speed automatic transmissions.; Patent and production records from the early twentieth century are incomplete, so dates are hard to confirm. | 2026-10-22 |
| Cochlear implants | Commercial | 5 | 4 | 3 | Wide variation in outcomes between users; Surgery and the rehabilitation needed to learn to hear through an implant; Limited evidence for totally implantable and optical designs in people | 2026-10-21 |
| Commercial lunar landers | Pilot and early commercial | 3 | 3 | 4 | Landing failures and tip-overs in the four named attempts; Limited number of completed missions, with no long-term operating record; Payload capacity figures that are mostly projections; Dependence on government contracts for most demand | 2026-10-22 |
| Commercial space stations | Research and prototypes | 2 | 3 | 4 | Procurement not yet awarded, with proposals and awards planned for late 2026 and spring 2027; Repeated schedule slips, with Haven-1 moving from 2026 to no earlier than Q1 2027; No published funding figures for the second phase in the sources reviewed; Unresolved gap risk between ISS retirement and first commercial operations, as GAO noted | 2026-10-21 |
| Computer-use AI agents | Pilot and early commercial | 2 | 3 | 4 | Low success rates on benchmarks compared with humans; Prompt injection from untrusted web content; Errors in locating and acting on interface elements; Difficulty of checking results when no independent evaluation is available | 2026-10-21 |
| Consumer brain-sensing wearables | Pilot and early commercial | 3 | 2 | 4 | Thin independent validation outside healthy adults and single lab nights; Signal quality of dry electrodes over many nights of home use; Unclear or uneven rules on the collection, sharing and use of neural data; Subscription and hardware costs for consumers | 2026-10-21 |
| Crops with boosted photosynthesis | Research and prototypes | 2 | 2 | 4 | Yield results in soybean are disputed and not yet independently replicated; Gains depend on conditions such as fluctuating light and nitrogen supply; Transgenic crops face lengthy regulatory and public acceptance processes | 2026-10-22 |
| Cultivated meat | Research and prototypes | 2 | 2 | 3 | Culture medium and bioprocess cost; Scaffolding and structure for thick tissue; Regulatory approval product by product; Consumer acceptance, which varies widely by country | 2026-10-21 |
| Delivery drones | Pilot and early commercial | 4 | 2 | 4 | Approvals granted per operator and per area, with draft and trial stages still common; Crashes and software faults that lead to pauses; Local objections to hubs over noise and planning; Limited independent safety and noise data | 2026-10-21 |
| Digital twins of the Earth | Pilot and early commercial | 3 | 2 | 4 | High computing cost per simulation; Limited published validation of km-scale outputs against observations; Dependence on access to public supercomputers; Unbenchmarked performance claims for AI emulators | 2026-10-21 |
| Direct air capture of CO2 | Pilot and early commercial | 3 | 3 | 4 | Cost per tonne of CO2 removed; Energy demand for capture and regeneration; Access to secure storage and permitting; Stability of public funding and carbon policy | 2026-10-21 |
| Direct-to-phone satellite messaging | Pilot and early commercial | 4 | 3 | 4 | Phone chipset and device support, especially for 3GPP Release 17 NTN; Spectrum access rules and interference limits for satellite use of mobile bands; Limited data capacity per satellite beam; Consumer pricing and plan structures | 2026-10-21 |
| Distributed fibre-optic sensing | Pilot and early commercial | 4 | 4 | 3 | Cost of interrogation equipment and processing; Phase noise and polarisation fading in long fibres; Access to telecom dark fibre and agreements with cable owners | 2026-10-21 |
| DNA data storage | Research and prototypes | 2 | 4 | 3 | Very high cost per byte written; Slow write and read speeds; Limited end-to-end automation; Lack of established standards and integration with existing storage systems | 2026-10-20 |
| DNA nanotechnology and DNA origami | Research and prototypes | 2 | 4 | 3 | Limited evidence from living animals or patients; Cost and scale of synthesising many short strands; Stability of DNA structures in biological fluids | 2026-10-21 |
| Drought-tolerant crops | Pilot and early commercial | 4 | 3 | 3 | Gap between managed-drought trial results and farm yields; Trade approvals needed before genetically modified crops can be sold; Seed system access and cost for smallholder farmers; Limited independent published data on the HB4 traits | 2026-10-22 |
| Electric aircraft | Pilot and early commercial | 3 | 4 | 4 | Battery mass and pack-level energy density; Certification of novel electric propulsion and high-voltage systems; Airport charging capacity and grid connection; Route economics against conventional turboprops and jets; Maintenance of two propulsion architectures in hybrid aircraft | 2026-10-21 |
| Electric space propulsion | Commercial | 5 | 4 | 4 | Low thrust means long transit times; Large solar arrays are needed for electrical power; Xenon cost and supply are limited; Krypton gives lower thrust efficiency than xenon | 2026-10-22 |
| Electric vertical take-off and landing aircraft | Pilot and early commercial | 3 | 2 | 4 | No confirmed type certificate in the sources reviewed; Battery energy density and power for vertical flight; Public acceptance and urban airspace integration, not covered by the sources reviewed | 2026-10-21 |
| Electrochemical CO2 conversion | Research and prototypes | 2 | 3 | 3 | Electricity cost and carbon intensity; Long-term stability, water balance and salt management at large area; Access to low-cost purified CO2; Limited product markets and competition from existing production | 2026-10-21 |
| Electrolysers for low-carbon hydrogen | Pilot and early commercial | 4 | 4 | 4 | High system and electrocatalyst costs; Unclear government support and policy certainty; Supply chain pressure and the need for low-carbon electricity | 2026-10-21 |
| Electronic skin | Research and prototypes | 2 | 4 | 4 | Durability of soft circuits under repeated stretching and sweat; Power supply and wireless data transfer for soft devices; Low integration density compared with silicon; Regulatory and clinical evidence needed for medical and prosthetic use | 2026-10-20 |
| Engineered living materials | Research and prototypes | 2 | 3 | 3 | Tensile strength, tear strength and water resistance still need improvement, by the authors' own account; Scale-up from litre-scale cultures to consistent production of larger films; Feedstock choice, energy use and life-cycle impact are not yet established; Independently verified disposal routes and packaging-specific safety and barrier tests are not yet available | 2026-10-21 |
| Engineered living therapeutics | Research and prototypes | 2 | 2 | 3 | Proving benefit in patients with chronic disease; Containing and clearing live organisms; Genetic stability of engineered circuits; Manufacturing and regulation of live products | 2026-10-21 |
| Enhanced geothermal systems | Research and prototypes | 3 | 3 | 3 | Long-term reservoir performance not yet demonstrated; Drilling and well costs, and well failure or repair rates; Induced seismicity risk and permitting; Water supply, losses and fluid chemistry; Pumping energy and surface plant costs | 2026-10-21 |
| Enhanced rock weathering | Pilot and early commercial | 3 | 2 | 4 | Removal is hard to measure directly and is mostly calculated; Cost of mining, grinding and transporting rock per tonne of CO2; Uncertainty about trace metal and dust effects at scale; Few replicated, long field trials | 2026-10-21 |
| Environmental DNA monitoring | Pilot and early commercial | 4 | 3 | 3 | Survey protocols are specific to each species and are still under regulatory review for great crested newts; Single positive and negative results carry measurable error rates; Abundance cannot yet be read reliably from eDNA concentration; Air sampling needs more labour and is less spatially precise than soil or water sampling | 2026-10-21 |
| Event-based (neuromorphic) cameras | Commercial | 4 | 4 | 4 | Most existing vision software and training data assume frame-based images; Limited standard tools and benchmarks for event data; Uncertain fit against cheaper, mature frame cameras for general use | 2026-10-21 |
| Extreme ultraviolet (EUV) lithography | Commercial | 5 | 4 | 4 | Cost of High-NA scanners, reported at about 350 million euros each; A single supplier for EUV scanners; Source power and conversion efficiency of tin plasma; Smaller High-NA exposure field, which adds exposures per wafer | 2026-10-21 |
| Flow batteries | Pilot and early commercial | 4 | 3 | 4 | High upfront capital cost compared with lithium-ion for short-duration storage; Lower energy density than lithium-ion; Limited public data on long-term stack durability and full-system efficiency | 2026-10-21 |
| Focused ultrasound for the brain | Research and prototypes | 3 | 3 | 4 | Inconsistent effects across stimulation settings and targets; Incomplete understanding of how the effects arise; No approved low-intensity indication in the sources reviewed; Equipment and targeting setup needed for each stimulation protocol | 2026-10-21 |
| Fusion energy | Research and prototypes | 2 | 3 | 4 | No net electricity from a fusion plant is shown in the sources reviewed; The ITER schedule has moved, with deuterium-tritium operations now planned for 2039; Plant cost and engineering scale are not verified in the sources reviewed | 2026-10-21 |
| Gene drive mosquitoes | Research and prototypes | 2 | 3 | 3 | No gene drive release into the wild has yet been tested in the field; Regulatory and community acceptance, as shown by the 2025 Burkina Faso suspension; Uncertainty about off-target ecological effects and drive resistance | 2026-10-21 |
| Gene therapy for inherited deafness | Pilot and early commercial | 4 | 3 | 4 | Eligibility restricted to biallelic OTOF variants; Small numbers of treated children and short follow-up; Surgical delivery into the cochlea and procedure-related risk; Unclear long-term cost and access beyond the free offer in the United States | 2026-10-21 |
| Gene-edited crops | Pilot and early commercial | 3 | 4 | 4 | Different regulatory rules between countries; Consumer acceptance and labelling; Cost and time of developing and field-testing new traits | 2026-10-21 |
| Gene-edited livestock | Pilot and early commercial | 3 | 4 | 4 | Export-market approvals are needed before a US launch of the PRRS-resistant pig; Public acceptance of gene-edited meat is uncertain, and a 2022 UK survey expects societal opposition; Unplanned edits such as plasmid insertions need careful screening; Animal-specific rules in some markets are incomplete | 2026-10-21 |
| Gene-edited pig organ xenotransplantation | Research and prototypes | 3 | 2 | 5 | Immune rejection and the drugs needed to control it; Limited number of living cases and peer-reviewed outcome data; Animal welfare, biosecurity and the cost of pig facilities; Regulatory approval for clinical trials and long-term follow-up | 2026-10-21 |
| High-density neural probes | Research and prototypes | 3 | 4 | 4 | Human use so far is limited to acute recordings during surgery; Variable recording yield and probe fracture during insertion; Limited tissue safety data from people; Linking recorded neurons to cell type in humans is unresolved | 2026-10-21 |
| Hollow-core optical fibre | Pilot and early commercial | 3 | 3 | 4 | Drawing long lengths of hollow-core fibre is harder than drawing solid fibre; Connectors, splicers and amplifiers must be built for the new fibre; Latency and deployment evidence comes mainly from the company deploying it; Production cost compared with mature solid-glass fibre, which the sources reviewed did not quantify | 2026-10-21 |
| Humanoid robots | Research and prototypes | 2 | 3 | 4 | Few tasks beyond walking and handling have been shown; Battery runtime, dexterity and safety around people are not verified in the sources reviewed; Unit cost and deployment scale are not verified in the sources reviewed | 2026-10-21 |
| Hydrogen aircraft | Research and prototypes | 2 | 3 | 4 | Cryogenic tank volume, mass and shape in aircraft design; Certification basis for hydrogen fuel systems and fuel cells; Airport hydrogen supply, storage and refuelling; Low-carbon hydrogen supply and lifecycle emissions | 2026-10-21 |
| Hyperspectral imaging | Pilot and early commercial | 4 | 3 | 4 | Large data volumes and the cost of processing them; Calibration effort across dates, times and sensors; Few validated field and clinical datasets; Medical acquisition devices are still large prototypes | 2026-10-21 |
| In vivo gene editing | Research and prototypes | 3 | 3 | 4 | Long-term safety and durability are not yet established; Delivery is limited to liver-directed approaches in human studies; Patient-specific manufacturing and regulatory pathways are unresolved; Cost and access for one-time treatments | 2026-10-21 |
| In-space manufacturing | Research and prototypes | 3 | 2 | 4 | Metal and non-polymer processes are still in development; Key results are mostly reported by the organisations running the experiments; Return-to-Earth logistics and cost; Limited independent data on cost and throughput | 2026-10-21 |
| In-space servicing and assembly | Research and prototypes | 3 | 4 | 4 | Satellites are rarely designed with standard service interfaces; Close-proximity operations carry collision and debris risk; Cost comparison with building and launching replacement hardware is not yet established | 2026-10-21 |
| Industrial steelmaking | Commercial | 5 | 4 | 3 | Cost premium of early hydrogen-based plants, estimated by the IEA at 50% to 140% above BF-BOF plants; Slow build-out of near-zero emissions capacity, about 10 Mt of iron by 2030 according to the IEA; Large existing fleet of blast furnace and basic oxygen plants, which make about 70% of global steel | 2026-10-22 |
| Insect protein farming | Pilot and early commercial | 4 | 3 | 2 | Capital-intensive plants that have struggled to reach profitability, as Ynsect's liquidation shows; Novel food approvals for human food and allergy labelling requirements; Feed rules that limit feedstocks and exclude ruminants; Price competition with established feed proteins (qualitative only; cost figures not verified) | 2026-10-21 |
| Iron-air batteries | Research and prototypes | 2 | 3 | 3 | No public round-trip efficiency figure for the tested modules; Only kilowatt-scale prototype modules have been tested, and no grid-connected multi-day plant has been shown to operate; Long-duration storage value depends on market design, which may not reward rare, long events | 2026-10-21 |
| Jet suits and jetpacks | Pilot and early commercial | 2 | 2 | 3 | Short flight times and limited fuel capacity; High cost per suit and pilot training; Noise near people and in towns; No settled UK regulatory category found in the sources reviewed | 2026-10-21 |
| Lab-grown red blood cells | Research and prototypes | 2 | 2 | 3 | Low yield per stem cell and incomplete enucleation; Manufacturing cost per unit and high media cost; Scale-up in closed bioreactors with fully defined, clinical-grade reagents; Survival of lab-grown cells in people, which is not yet reported | 2026-10-21 |
| Laser and robotic weeding | Pilot and early commercial | 4 | 3 | 4 | Machine cost: the trial authors estimate at least $500,000 per unit; Slow laser operation in dense weed stands; Savings depend on weed pressure and season, which makes returns hard to predict | 2026-10-21 |
| Laser communication links | Pilot and early commercial | 4 | 4 | 4 | Cloud and weather outages need several ground stations spread across sites; Very precise pointing and acquisition between moving platforms; Vendor interoperability, which depends on shared standards; Ground network cost, for which the sources reviewed give no verified figures | 2026-10-21 |
| Laser-written glass data storage | Research and prototypes | 2 | 3 | 3 | Write and read speeds and density are not yet at the level needed for large archives; Lifetime claims rest on accelerated tests and extrapolation rather than long-term observation; Dedicated femtosecond laser writers and polarisation or phase readers are specialist equipment; No commercial product or release date has been announced | 2026-10-21 |
| Lead-acid batteries | Commercial | 5 | 4 | 2 | Low energy density compared with lithium-ion cells; Lead content and the need for careful recycling; Limited cycle life under deep discharge | 2026-10-22 |
| Legged robots | Commercial | 4 | 3 | 4 | Battery runtime of about 90 minutes for a commercial quadruped; Payload limit of about 14 kg for Spot; Most industrial results are vendor-reported, so buyers have limited independent evidence; Certification needed for hazardous areas; according to ANYbotics, an Ex-certified ANYmal C version is in co-development | 2026-10-22 |
| Li-Fi (light-based wireless networking) | Pilot and early commercial | 3 | 3 | 3 | Line of sight and wall blocking limit coverage to one room; Limited transmit power on small devices constrains the uplink; Installation cost and specialised hardware; The sources reviewed give no independent deployment or market figures | 2026-10-22 |
| Lithium-ion batteries | Commercial | 5 | 4 | 3 | Fire risk from thermal runaway; Dependence on nickel-containing chemistries and their supply chains outside China; Immature recycling routes for spent cells | 2026-10-22 |
| Low-boom supersonic aircraft | Research and prototypes | 2 | 3 | 4 | Sonic boom and airport noise rules that are still proposed or not yet written; Full-engine testing and certification of new supersonic engines; Fuel burn, cost per seat and small passenger capacity; Non-CO2 climate effects and the supply of sustainable fuel | 2026-10-21 |
| Lunar resource extraction | Lab demonstration | 2 | 3 | 3 | No lunar extraction has been demonstrated on the Moon; Surface drilling and landing reliability, shown by the PRIME-1 outcome; Power, storage and processing equipment that must work together in lunar conditions; Uncertain ice concentration and distribution at candidate sites; Cost and schedule risk, shown by the VIPER cancellation | 2026-10-21 |
| Magnetic levitation | Research and prototypes | 3 | 3 | 3 | Dependence on a prepared track or guideway; Cooling requirements for superconducting designs; Cost of infrastructure and maintenance; Limited independent verification of rider-carrying performance | 2026-10-21 |
| Making oxygen and fuel on Mars | Research and prototypes | 2 | 3 | 3 | Scaling from a small instrument to a plant of roughly 200 times the oxygen output; Durability of catalysts and electrochemical cells over long, cycling operation; Power supply and heat management on the Martian surface; Reliable access to water ice and water purification at the landing site | 2026-10-22 |
| Mechanical metamaterials | Lab demonstration | 2 | 3 | 4 | Manufacturing at useful sizes and volumes; Fabrication accuracy for fine geometric features; Limited durability and long-term performance data; Design tools needed to predict behaviour reliably | 2026-10-21 |
| Metal additive manufacturing | Commercial | 4 | 4 | 4 | Gas porosity and lack-of-fusion flaws that must be controlled and inspected; Lack of agreed qualification and certification routes outside NASA standards; Limited printability of many alloys; Cost and speed comparisons with conventional manufacturing not verified in the sources reviewed | 2026-10-21 |
| Metasurface optics and flat lenses | Research and prototypes | 2 | 4 | 4 | Lens size and aperture demonstrated so far are small; Efficiency and bandwidth trade-offs for achromatic designs; No verified production volumes or commercial performance figures in the sources reviewed | 2026-10-21 |
| MicroLED displays | Pilot and early commercial | 3 | 4 | 2 | Mass transfer yield and speed for millions of chips per screen; Efficiency loss in small pixels, especially from sidewall damage; Manufacturing cost compared with OLED and mini-LED backlit displays; Reported withdrawal or scaling back by some large makers and buyers (Apple, Samsung) | 2026-10-21 |
| Multi-cancer early detection blood tests | Pilot and early commercial | 3 | 3 | 4 | No demonstrated reduction in cancer deaths; Low sensitivity for early-stage and some cancer types; Burden of follow-up tests after false-positive results; Uncertain regulatory decision and NHS rollout criteria | 2026-10-21 |
| Mycelium composites | Research and prototypes | 2 | 3 | 3 | Batch-to-batch variation in biological growth; Moisture sensitivity and limited durability data; No building-material fire classification for most formulations; Lack of standardised tests and verified life-cycle comparisons | 2026-10-21 |
| Neuromorphic computing chips | Research and prototypes | 3 | 4 | 3 | Immature software ecosystem compared with GPUs; Accuracy gap for spiking networks on many tasks; Lack of independent, workload-level benchmarks; Strong incumbent advantage of GPU and AI accelerator vendors | 2026-10-20 |
| Neutral-atom quantum computers | Research and prototypes | 2 | 4 | 5 | No neutral-atom machine has yet run a large error-corrected calculation; Atom loss and reloading overhead at large scale; Competition from superconducting and trapped-ion platforms; Need for higher-power, stable trapping optics and control electronics | 2026-10-21 |
| Nitrogen-fixing cereals | Pilot and early commercial | 3 | 3 | 4 | Inconsistent yield and nitrogen-supply results across sites and seasons; Oxygen sensitivity and cluster assembly problems for engineered nitrogenase in plants; Uncertain benefit when fertiliser is cut, which gives farmers little reason to switch; Biosafety and regulatory oversight of gene-edited microbes and crops | 2026-10-21 |
| Nuclear space propulsion and power | Research and prototypes | 3 | 4 | 4 | Launch safety reviews and regulatory approval for reactors in space; Limited plutonium-238 supply for radioisotope generators; Cost and schedule risk in flight programmes, shown by the closure of DRACO; No flight data yet for reactor-based propulsion | 2026-10-21 |
| Ocean alkalinity enhancement | Pilot and early commercial | 2 | 2 | 4 | Net removal cannot yet be measured directly in open water; Ocean models are not robustly validated for credit calculations; Ecological effects of large-scale additions are untested; The London Protocol framework is not yet binding for OAE | 2026-10-21 |
| Ocean thermal energy conversion | Research and prototypes | 2 | 3 | 3 | Low net efficiency from the small temperature difference between surface and deep water; Long deep-water intake pipes, with fouling, corrosion and mechanical loads; Lack of long-duration offshore data and verified cost figures; Environmental baseline and monitoring requirements at intake and discharge sites; Competition from solar, wind, batteries and imported fuel | 2026-10-21 |
| Optical atomic clocks | Research and prototypes | 3 | 4 | 4 | Optical clocks are laboratory-scale systems that need specialist operation; Reproducibility and uncertainty budgets for transported clocks are still being established; The choice of species and the redefinition itself depend on international agreement | 2026-10-21 |
| Optical interconnects and co-packaged optics | Research and prototypes | 3 | 3 | 5 | Thermal management of packages that combine switch silicon and optics; Reliable, scalable light sources, including VCSEL arrays and integrated lasers; Fibre coupling and standardisation across vendors; Uncertain system-level power savings beyond lab demonstrations | 2026-10-21 |
| Optogenetics | Research and prototypes | 2 | 3 | 4 | Safe delivery of light-sensitive genes into human cells, and unknown long-term effects of expressing them; Need for implanted or wearable light-delivery devices; Very few patients studied, with no randomised human efficacy data; Regulatory pathway for combined gene therapy and device products | 2026-10-21 |
| Orbital data centres | Research and prototypes | 2 | 2 | 4 | Heat rejection needs large radiators, which compete with power and antenna systems for mass and geometry; Radiation damage to processors, memory and other components over multi-year missions; Launch and replacement costs per kilogram, and the cost of frequent hardware refresh; Limited high-bandwidth links between orbit and the ground; Lack of independently verified operating records | 2026-10-21 |
| Organ and tissue cryopreservation | Research and prototypes | 2 | 3 | 3 | Toxicity of high cryoprotectant concentrations; Devitrification and cracking in organs larger than the rat kidney; Even nanoparticle distribution through whole organs; Regulatory route as a combined drug and device; Limited independent replication | 2026-10-21 |
| Organ-on-a-chip | Pilot and early commercial | 3 | 4 | 4 | Formal regulatory qualification still in progress; Drug absorption into PDMS and other material effects; Donor-to-donor and lab-to-lab variability; Lower throughput and higher cost per data point than plate assays | 2026-10-20 |
| Passive daytime radiative cooling | Research and prototypes | 3 | 4 | 4 | Long-term outdoor durability and soiling; Reduced performance in humid and cloudy climates; Lack of standard test protocols | 2026-10-20 |
| Perennial grains | Pilot and early commercial | 3 | 3 | 4 | Yield decline as stands age, which limits the crop's useful life in a field; Lower and less certain yields than established annual grains; Limited seed supply and breeding that is still at an early stage; No proven soil carbon benefit, which weakens the case for paying farmers to grow them; Need for new processing and buyer relationships for new grain types | 2026-10-21 |
| Peripheral nerve interfaces | Research and prototypes | 2 | 3 | 4 | Tissue injury, axonal degeneration and scar formation around penetrating electrodes (Tian and colleagues, 2024); Small human studies with short follow-up, so long-term safety and benefit are not yet shown; Sensations that are hard to control precisely (Page and colleagues, 2021); No approved nerve interface device in the sources reviewed | 2026-10-22 |
| Perovskite-silicon tandem solar cells | Pilot and early commercial | 3 | 4 | 5 | Unproven 25-year outdoor durability; Scale-up of deposition and manufacturing throughput; Gap between laboratory cell and commercial module efficiencies; Bankability and certification for large projects | 2026-10-20 |
| Petroleum refining | Commercial | 5 | 4 | 2 | Large capital cost and long life of existing refinery plants; Emissions rules and the cost of compliance; Changing demand for fuels in some markets | 2026-10-22 |
| Photonic computing for AI | Research and prototypes | 2 | 3 | 4 | Analog precision and noise; Conversion between optical and electronic signals; Limited software tools and standard benchmarks; Manufacturing tolerance of photonic chips | 2026-10-21 |
| Photonic integrated circuits | Pilot and early commercial | 4 | 3 | 4 | Packaging, fibre-to-chip coupling and assembly cost; Limited foundry capacity and design tools for small users; Unverified field reliability of co-packaged optics; Small overall market compared with electronics, which limits investment in new foundry processes | 2026-10-21 |
| Photonic quantum computers | Research and prototypes | 2 | 3 | 4 | Photon loss in chips, fibre and detectors, which is the main barrier to fault tolerance; Limited qubit counts in demonstrated machines; Cost and scale of the cooling, detector and control hardware; Reliance on company-reported figures that are not yet independently replicated | 2026-10-21 |
| Planetary defence | Research and prototypes | 3 | 4 | 4 | A single kinetic impact test on one small binary moon does not show the method works on every target; Survey coverage of large near-Earth objects is incomplete; No operational deflection mission or funded response system is in place yet; Decisions to deflect an object would need international coordination | 2026-10-22 |
| Plant microbial fuel cells | Research and prototypes | 2 | 2 | 3 | Limited and variable power output; Soil variability between sites and seasons; Need for energy storage and power management; Little independent long-term field data | 2026-10-21 |
| Post-quantum cryptography | Commercial | 4 | 4 | 4 | Migration effort across large and specialised systems; Rarely used technologies that are hard to upgrade by 2035; Young algorithms that need continued scrutiny; Signature migration timetable not yet set out in the sources reviewed | 2026-10-21 |
| Precision fermentation | Pilot and early commercial | 3 | 3 | 4 | Cost and scale-up of fermentation for food-grade proteins; Regulatory clearance that differs by country; Consumer perception of 'synthetic' or 'lab-made' proteins; Limited independent evidence on commercial performance | 2026-10-21 |
| Precision livestock farming | Commercial | 4 | 3 | 4 | Validation on farms other than the test site, which is limited for welfare and health tools; Unresolved safety questions for Bovaer after the 2026 Danish reports; Unsettled ownership and sharing terms for farm data; Cost of sensors and software for smaller farms | 2026-10-21 |
| Precision machine tools and interchangeable parts | Commercial | 5 | 4 | 3 | Cost of precision machines and skilled operators; Measurement standards and gauges needed to check parts; Resistance from craft workshops used to hand fitting | 2026-10-22 |
| Protein made from air and electricity | Pilot and early commercial | 3 | 3 | 4 | Electricity cost and carbon intensity, which dominate the economics and climate results; Scale-up from design capacity to measured, sustained output; Regulatory review and consumer acceptance in each market; Capital cost of gas fermentation and electrolysis plants | 2026-10-22 |
| Quantum annealing | Pilot and early commercial | 3 | 2 | 3 | No clear, reproduced speed-up on practical optimisation problems; Classical heuristics and tensor-network methods keep improving; Gains are hard to separate from the classical steps in hybrid solvers | 2026-10-21 |
| Quantum error correction | Lab demonstration | 2 | 4 | 5 | Very large numbers of physical qubits for each logical qubit; Real-time decoding at larger scale; Fabrication yield and control electronics for large chips | 2026-10-21 |
| Quantum gravimetry | Research and prototypes | 3 | 3 | 3 | Survey time per site, because vibration must be averaged out; Accuracy and repeatability for repeated groundwater monitoring, which the sources reviewed do not establish; Size, power and operational complexity of cold-atom instruments; Cost compared with conventional gravimeters and geophysical methods; No blinded comparison on known underground targets in the sources reviewed | 2026-10-21 |
| Quantum key distribution | Pilot and early commercial | 3 | 4 | 3 | Low secure key rates over long distances; Specialised hardware and certification effort; Authentication still needs separate quantum-safe mechanisms; UK government guidance does not endorse use for government or military applications | 2026-10-21 |
| Quantum memories | Lab demonstration | 2 | 4 | 4 | No single memory yet combines long storage time with high efficiency and fidelity; Some demonstrations need cryogenic temperatures; Scaling to many memories that work together in a network is not yet shown | 2026-10-22 |
| Quantum random number generators | Commercial | 4 | 3 | 3 | Unclear security gain over well-engineered classical entropy sources; Few published throughput or entropy figures for consumer chips; Need for whole-system audits and protection against side-channel attacks; Device-independent certification is slow and relies on strict assumptions | 2026-10-21 |
| Quantum repeaters and quantum networks | Research and prototypes | 2 | 4 | 4 | Low entanglement rates and fidelities over fibre; No repeater chain shown over long distances in the sources reviewed; Quantum memories with long storage times and high fidelity are still at laboratory scale; Fibre losses and environmental effects on deployed fibre | 2026-10-21 |
| Quantum sensors | Pilot and early commercial | 3 | 4 | 4 | Size, power and cost of laboratory-grade systems; Operation outside controlled environments; Shortage of specialised components and skilled staff; Limited independent performance data from field trials | 2026-10-21 |
| Recirculating aquaculture systems | Commercial | 4 | 3 | 2 | High energy demand and running costs; High capital cost compared with net pens; Single points of failure in filtration, oxygen and pumping; Limited commercial-scale evidence on fish welfare | 2026-10-22 |
| Retinal prostheses and vision restoration | Pilot and early commercial | 4 | 3 | 3 | Modest visual gains compared with what people hope for; Surgical risk and complications such as conjunctival erosion; Discontinued commercial support for an earlier system; Limited evidence from small trials and no large comparative study in the sources reviewed | 2026-10-21 |
| Reusable launch vehicles | Pilot and early commercial | 4 | 3 | 3 | Refurbishment and turnaround costs; Durability of engines and structures under repeated flights; Fixed operations costs that only fall with a high flight rate | 2026-10-21 |
| Robotic fruit and vegetable harvesting | Pilot and early commercial | 3 | 3 | 4 | Picking speed and cycle time in published trials are not yet clearly at human level; Occlusion and variable crop structure reduce success rates; Capital cost and the number of machines needed per farm; Independent evidence of commercial performance is limited; Crop layouts and varieties often need adapting for each robot | 2026-10-21 |
| Rolling bearings | Commercial | 5 | 3 | 2 | Precision grinding and hardened steel are expensive to make reliably; Lubrication, sealing and wear limit life in demanding conditions; Sources differ on some early details, which makes the record harder to verify | 2026-10-22 |
| Satellite broadband constellations | Commercial | 5 | 3 | 4 | Cost of user terminals and monthly subscriptions; Sky brightness and astronomy interference; Orbital debris and collision risk in low Earth orbit; Capacity limits in crowded areas; Regulatory delays and milestone changes | 2026-10-22 |
| Satellite methane detection | Pilot and early commercial | 3 | 3 | 4 | Detection limits depend on wind, surface and instrument design, so a single number does not describe performance; Mapping a plume to a specific facility needs finer resolution or inventory data; Verified evidence that alerts lead to repairs is limited; Single-mission risk, shown by the loss of MethaneSAT in 2025 | 2026-10-21 |
| Satellite navigation (GNSS) | Commercial | 5 | 4 | 3 | Jamming and spoofing of civil signals; Receivers must implement new authentication before they can use it; Existing devices need upgrading to benefit from new services | 2026-10-22 |
| Seawater electrolysis | Lab demonstration | 2 | 3 | 4 | Chloride corrosion and chlorine by-products; Mineral fouling from magnesium and calcium; Lack of full-system durability and cost data; Competition from purified-water electrolysis with existing supply chains | 2026-10-21 |
| Seaweed farming at scale | Pilot and early commercial | 3 | 2 | 3 | Disputed net carbon balance of seaweed ecosystems; Costly measurement, reporting and verification of carbon storage; Limited evidence on methane reduction across diverse diets and farm conditions; Crop losses from storms, disease and warm water | 2026-10-21 |
| Self-healing polymers | Research and prototypes | 2 | 4 | 3 | Trade-off between healing ability and mechanical strength; Need for heat, pressure or time to heal in many systems; Limited data on long-term durability and fatigue in real service; Added material cost and processing complexity | 2026-10-20 |
| Self-monitoring infrastructure | Pilot and early commercial | 4 | 3 | 3 | Long-term sensor reliability, power supply and calibration; Turning anomalies into reliable decisions without false alarms; Lifecycle cost of installation, communications, data systems and staff time; Data ownership, cyber security and dependence on vendors; Limited independent evidence beyond short field evaluations | 2026-10-21 |
| Silicon spin qubits | Research and prototypes | 2 | 4 | 4 | Only two-qubit devices and small arrays have been demonstrated in peer-reviewed work; Residual nuclear spins limit fidelity and push up the need for isotopically enriched silicon; Error-corrected logical qubits from silicon spins have not been reported in the sources reviewed | 2026-10-21 |
| Sleep neurostimulation | Pilot and early commercial | 2 | 2 | 3 | Inconsistent memory results across replications; Small sample sizes in published studies; Few independent tests of consumer devices; Electrical stimulation adds EEG noise and may limit measurement quality | 2026-10-22 |
| Small modular nuclear reactors | Pilot and early commercial | 4 | 3 | 4 | Cost per unit of power has no verified figures in the sources reviewed here; Each site needs its own licence; Limited operating experience for the new designs | 2026-10-21 |
| Smart contact lenses | Pilot and early commercial | 3 | 3 | 2 | Comfort, irritation and safety for daily wear; Reliable, absolute readings that clinicians can trust; Regulatory approval for each new use; Funding after two major lens programmes stopped | 2026-10-21 |
| Smart textiles | Research and prototypes | 3 | 3 | 4 | Lack of standard washing and durability tests, so performance claims cannot be compared; Conductive coatings such as silver degrade under washing, heat and drying; Manufacturing scale-up and cost for fibre-based electronics; Comfort, appearance and care requirements for everyday clothing | 2026-10-21 |
| Sodium-ion batteries | Pilot and early commercial | 4 | 3 | 4 | Energy density below leading lithium-ion chemistries; Uncertain cost advantage while lithium prices are low; Limited independent data on long-term performance of commercial cells; Immature hard carbon and cathode supply chains | 2026-10-20 |
| Soft exosuits | Pilot and early commercial | 4 | 3 | 4 | Limited evidence on long-term clinical benefit; High cost of the commercial system at clearance; Dependence of benefit on the wearer's walking ability; Clinic-based use so far, with no home-use evidence in the sources reviewed | 2026-10-21 |
| Soft robotic grippers | Research and prototypes | 3 | 3 | 4 | Limited control precision and speed compared with rigid grippers; Durability and wear of soft materials under repeated use; Need for compressed air or other actuation hardware | 2026-10-21 |
| Solar sails | Research and prototypes | 3 | 4 | 2 | Very low thrust, so orbit changes build slowly; Reliable deployment of large membranes and booms; Changes to sail shape under light pressure; Drag and material degradation in low Earth orbit | 2026-10-22 |
| Solid-state batteries | Research and prototypes | 2 | 3 | 4 | Materials and processing challenges in composite cathodes and lithium-metal anodes; Dendrite growth at lithium-metal anodes; Processing and mechanical robustness of cells at scale | 2026-10-21 |
| Solid-state lidar | Pilot and early commercial | 4 | 3 | 3 | Range under eye-safety limits on emitted power; Verified long-range performance for chip-scale designs; Cost and manufacturing yield; Supplier financial risk, shown by the Luminar bankruptcy | 2026-10-21 |
| Space biomanufacturing | Lab demonstration | 2 | 2 | 3 | No demonstration yet with real Martian materials; Energy, reactor and processing mass not yet shown to be practical; Planetary protection rules and mission approval; Product qualification for structural use | 2026-10-21 |
| Space debris removal | Pilot and early commercial | 3 | 3 | 4 | Cost per removal and total mission budgets; Liability and consent rules for removing another state's object; Slipping launch schedules; No reported capture and removal of a derelict object yet | 2026-10-21 |
| Space weather forecasting | Commercial | 4 | 4 | 3 | Arrival-time errors of many hours for coronal mass ejections (Riley and colleagues, 2018); Limited warning for flares, which arrive in minutes; Cost and funding for dedicated monitoring spacecraft such as SOLAR-1 and Vigil | 2026-10-22 |
| Space-based solar power | Research and prototypes | 2 | 3 | 3 | Launch cost and the number of launches needed for a multi-gigawatt system; End-to-end efficiency and beam safety not yet demonstrated at useful power and scale; Falling costs of terrestrial solar, wind and batteries; Debris, spectrum and airspace rules for large structures and beams | 2026-10-21 |
| Spinal cord stimulation for paralysis | Pilot and early commercial | 4 | 3 | 4 | Small evidence base for epidural systems; Single-arm trial design with no sham control for the non-invasive system; Cost, clinical training and access to specialist rehabilitation centres; Limited data on long-term benefit and on injuries beyond the cleared population | 2026-10-21 |
| Sprayable RNA biopesticides | Pilot and early commercial | 4 | 2 | 4 | Production cost per gram of dsRNA at commercial scale; Short persistence of sprayed RNA on leaves and in weather; Evolution of pest resistance to a single target gene; Limited independent field and non-target data; Regulatory registration confined to a three-year term for each use | 2026-10-21 |
| Springs and vehicle suspension | Commercial | 5 | 3 | 3 | Trade-off between road holding and ride comfort; Cost and complexity of advanced systems; Weight and space needed around each wheel | 2026-10-22 |
| Stratospheric aerosol injection | Theory | 1 | 3 | 3 | No agreed international governance for outdoor experiments or deployment; Uncertain and uneven regional effects, including on ozone; Disputed size of the termination shock risk; Opposition from communities and Indigenous groups to outdoor tests | 2026-10-21 |
| Structural batteries | Lab demonstration | 2 | 3 | 3 | No demonstrated complete product with a load-bearing battery structure; Net mass saving at product level is not established; Safety, damage tolerance, repair and recycling of integrated components; High power delivery with current semi-solid electrolytes | 2026-10-21 |
| Superconducting power cables | Pilot and early commercial | 3 | 3 | 3 | Refrigeration, pumping and terminations add energy use, cost and failure points; Few long-term operating datasets are publicly available; Conventional cables, substations and HVDC links are established and cheaper where space allows | 2026-10-21 |
| Superconducting quantum computers | Research and prototypes | 3 | 4 | 4 | Error rates are still too high for long algorithms; Wiring and cooling grow with the number of qubits; Reported performance figures use different conditions and are hard to compare | 2026-10-21 |
| Swarm robotics | Research and prototypes | 4 | 3 | 4 | Individual robots are unreliable, and error rates rise with group size; Safety and regulatory approval for flying or mobile swarms near people; Limited public field evidence beyond small groups; Secrecy and unverified figures in military programmes | 2026-10-21 |
| The electric motor | Commercial | 5 | 4 | 4 | Rare earth magnet supply and price swings; Lower torque density in some magnet-free and ferrite designs; Cost and efficiency targets for mass-market vehicles | 2026-10-22 |
| The internal combustion engine | Commercial | 5 | 4 | 2 | Emissions limits on combustion; Competition from electric motors and batteries; Dependence on fuel supply and fuel prices | 2026-10-22 |
| The motor car | Commercial | 5 | 4 | 3 | Early electric cars needed charging, and few Americans outside cities had electricity at that time; Gasoline cars gained advantages from better roads, cheap crude oil and spreading filling stations; Electric cars have had limited range; the DOE article gives a typical range of about 40 miles in the 1970s | 2026-10-22 |
| The steam engine | Commercial | 5 | 4 | 2 | Weight of the boiler, fuel and water in a vehicle; Low thermal efficiency in early designs (Carr and Cowart, 2012); Road rules such as the Locomotives Act 1865 | 2026-10-22 |
| The wheel and axle | Commercial | 5 | 3 | 2 | Wooden wheels rarely survive in the ground; Pictures on pottery are open to interpretation; Sledges stayed in use alongside wheels | 2026-10-22 |
| Thermal energy storage | Pilot and early commercial | 4 | 3 | 4 | Round-trip efficiency for electricity is lower than for heat-only storage, and power blocks add cost; Few operating projects with independently verified, multi-year performance data; Insulation and heat losses over long storage periods; Capital cost and the need for site-specific integration with existing heat users | 2026-10-21 |
| Thermoelectric generators | Pilot and early commercial | 3 | 3 | 3 | Low conversion efficiency relative to the Carnot limit; Small usable temperature differences on the body and in ambient conditions; Difficulty comparing reported power figures across differently tested devices | 2026-10-21 |
| Thin-film flexible robots | Research and prototypes | 2 | 3 | 3 | Tethered operation with high-voltage supplies and external control; Adhesion sensitive to surface condition, dust and curvature; Durability and safety of high-voltage electrostatic systems; Machining repeatability for industrial use not yet shown | 2026-10-21 |
| Thin-film lithium niobate photonics | Pilot and early commercial | 3 | 3 | 4 | Volume wafer supply and a commercial foundry able to produce at scale; Bias drift and photorefractive effects at higher optical power; Limited independent performance data for commercial products; Packaging and fibre-to-chip coupling costs, shared with other photonic platforms | 2026-10-22 |
| Topological qubits | Lab demonstration | 1 | 2 | 3 | Scientific dispute over whether topological modes have been demonstrated; Retracted earlier Majorana claim that reduces trust in the field; No published gate fidelities or multi-qubit operations in the sources reviewed; Long, uncertain path from single-shot readout to fault-tolerant machines | 2026-10-22 |
| Transparent wood | Research and prototypes | 2 | 3 | 4 | High haze at application thicknesses; Unproven long-term outdoor durability under UV, humidity and heat; Scale-up without loss of optical quality; Chemical processing that can involve toxic by-products; Competition from glass and established panel products | 2026-10-21 |
| Trapped-ion quantum computers | Pilot and early commercial | 3 | 3 | 4 | Gate and clock speed limit how many operations fit into a run; Accuracy has not yet been shown at much larger qubit counts; Most headline figures are company-reported and await independent reproduction; Competition from other quantum hardware platforms | 2026-10-21 |
| Two-photon lithography and nanoscale 3D printing | Research and prototypes | 3 | 4 | 3 | Shortage of two-photon polymerisable resins; Scaling beyond micrometre-scale demonstrations has not been shown in the sources reviewed; Verified throughput and cost data for commercial use are not in the sources reviewed | 2026-10-21 |
| Vagus nerve stimulation | Commercial | 4 | 3 | 3 | Surgery and implant risks for implanted systems; Modest and sometimes unclear effect sizes in controlled trials outside epilepsy; Reimbursement and clinical pathways for new indications | 2026-10-21 |
| Vehicle brakes | Commercial | 5 | 4 | 2 | Cost of electronic sensors and control units in lower-priced cars; Early drum and disc designs depended on materials and wear adjustment that were not yet understood; Need for systems that keep working reliably over a vehicle's life | 2026-10-22 |
| Vehicle safety systems | Commercial | 5 | 4 | 3 | Regulation differs between countries and changes slowly; Cost and weight of added equipment in lower-priced cars | 2026-10-22 |
| Vehicle steering | Commercial | 5 | 4 | 3 | Safety assurance for systems without a mechanical backup; Cost of electric and electronic steering components; Driver acceptance of steering feel and feedback | 2026-10-22 |
| Vehicle-to-grid | Pilot and early commercial | 3 | 2 | 3 | Uncertain battery wear from discharging, with mixed lab and simulation evidence; Limited number of qualifying vehicles and bidirectional chargers; Low owner payments relative to charger and metering costs; Need for smart metering and standards-compliant communication between car, charger and operator | 2026-10-21 |
| Vertical farming and controlled-environment agriculture | Commercial | 4 | 3 | 3 | High electricity use for lighting and climate control; Upfront capital costs and the need for trained staff; Limited real-world data and inconsistent reporting standards; Competition from low-cost field and greenhouse production | 2026-10-21 |
| Vulcanised rubber and pneumatic tyres | Commercial | 5 | 4 | 2 | Tyres had to stay on the rim, and early designs needed fixes such as the clincher bead and the detachable tyre; Competing patents and disputes over priority | 2026-10-22 |
| Warehouse picking robots | Pilot and early commercial | 3 | 2 | 4 | Limited published error rates and accuracy figures from deployments; Difficult items such as soft, porous or irregular products; Need for human handover when a pick fails; Cost and integration effort in existing warehouses | 2026-10-21 |
| Wearable ultrasound patches | Research and prototypes | 2 | 3 | 3 | Prototypes are still tethered to computers or benchtop instruments; Small human studies so far, with no large or patient-based trials reported in the sources reviewed; Regulatory route and clinical validation not established for the commercial cardiac patch; Long-term skin comfort, safety and reliability of the adhesive and coupling layers are not yet shown | 2026-10-21 |
| Wireless charging roads | Pilot and early commercial | 2 | 2 | 3 | Cost of road construction, grid connection and vehicle receivers; Lack of independently measured end-to-end efficiency; Durability under weather, traffic and road repair; Lack of a shared standard for vehicles and road equipment across suppliers | 2026-10-21 |
Readiness: how close to real-world use. Evidence quality: how strong and independent the published evidence is. Momentum: how active the field has been recently. Impact is recorded as a hypothesis on each profile, not a rating.